diff --git a/IS622_jpegAugmentation.py b/IS622_jpegAugmentation.py new file mode 100644 index 000000000..0c4a5cc68 --- /dev/null +++ b/IS622_jpegAugmentation.py @@ -0,0 +1,152 @@ + +# coding: utf-8 + +# Author: Alex Satz +# code: 906 +# Date: Nov 6 2016 + +# In[12]: + + +import numpy as np +from skimage.io import imread, imsave + + +# In[19]: + +from IPython.display import Image + + +# ## Please use the function below +# +# augphotos = RunAllAugmentations(img, d) +# +# The above will convert an image to 14 different images, and save each in the list 'augphotos' + +# In[11]: + +from skimage.util import random_noise +import re +from skimage import transform + + +# In[78]: + +def augmentVar(img, v = .01): + return random_noise(img, mode='gaussian', var = v) + + +# In[76]: + +def FlipH(img): + return np.fliplr(img) + + +# In[37]: + +def augmentZoom(img, p1x, p1y, p2x, p2y): + h = len(img) + w = len(img[0]) + + crop_p1x = max(p1x, 0) + crop_p1y = max(p1y, 0) + crop_p2x = min(p2x, w) + crop_p2y = min(p2y, h) + + cropped_img = img[crop_p1y:crop_p2y, crop_p1x:crop_p2x] + + x_pad_before = -min(0, p1x) + x_pad_after = max(0, p2x-w) + y_pad_before = -min(0, p1y) + y_pad_after = max(0, p2y-h) + + padding = [(y_pad_before, y_pad_after), (x_pad_before, x_pad_after)] + + padded_img = np.pad(cropped_img, padding, 'constant') + return transform.resize(padded_img, (h,w)) + + +# In[107]: + +def zoom1(img): + img = augmentZoom(img, 40, 40, -10, -10) + return img + +def zoom2(img): + img = augmentZoom(img, 20, 20, -10, -10) + return img + +def noise1(img): + augmentVar(img, v = .01) + return img + +def noise2(img): + augmentVar(img, v = .005) + return img + +def FlipandZoom1(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + return img + +def FlipandZoom2(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + return img + +def FlipandNoise1(img): + img = FlipH(img) + img = augmentVar(img, v = .01) + return img + +def FlipandNoise2(img): + img = FlipH(img) + img = augmentVar(img, v = .005) + return img + + +def ZoomandNoise1(img): + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .005) + return img + +def ZoomandNoise2(img): + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise1(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise2(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise3(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .01) + return img + +def FlipandZoomandNoise4(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .01) + return img + +d = {'1':zoom1, '2':zoom2, '3':noise1, '4':noise2, '5':FlipandZoom1, '6':FlipandZoom2, '7':FlipandNoise1, '8':FlipandNoise2 + ,'9':ZoomandNoise1, '10':ZoomandNoise2, '11':FlipandZoomandNoise1, '12':FlipandZoomandNoise2, '13':FlipandZoomandNoise4 + ,'14':FlipandZoomandNoise4} + +def RunAllAugmentations(img, d): + l1 = [] + for key, value in d.iteritems(): + l1.append(value(img)) + return l1 + + diff --git a/python/906.ipynb b/python/906.ipynb new file mode 100644 index 000000000..8f8532009 --- /dev/null +++ b/python/906.ipynb @@ -0,0 +1,520 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Author: Alex Satz\n", + "code: 906\n", + "Date: Nov 6 2016" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/alexandersatz/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", + " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" + ] + } + ], + "source": [ + "\n", + "import numpy as np\n", + "from skimage.io import imread, imsave" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from IPython.display import Image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Please use the function below\n", + "\n", + "augphotos = RunAllAugmentations(img, d)\n", + "\n", + "The above will convert an image to 14 different images, and save each in the list 'augphotos'" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from skimage.util import random_noise\n", + "import re\n", + "from skimage import transform" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def augmentVar(img, v = .01):\n", + " return random_noise(img, mode='gaussian', var = v)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def FlipH(img):\n", + " return np.fliplr(img)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def augmentZoom(img, p1x, p1y, p2x, p2y):\n", + " h = len(img)\n", + " w = len(img[0])\n", + "\n", + " crop_p1x = max(p1x, 0)\n", + " crop_p1y = max(p1y, 0)\n", + " crop_p2x = min(p2x, w)\n", + " crop_p2y = min(p2y, h)\n", + "\n", + " cropped_img = img[crop_p1y:crop_p2y, crop_p1x:crop_p2x]\n", + "\n", + " x_pad_before = -min(0, p1x)\n", + " x_pad_after = max(0, p2x-w)\n", + " y_pad_before = -min(0, p1y)\n", + " y_pad_after = max(0, p2y-h)\n", + "\n", + " padding = [(y_pad_before, y_pad_after), (x_pad_before, x_pad_after)]\n", + "\n", + " padded_img = np.pad(cropped_img, padding, 'constant')\n", + " return transform.resize(padded_img, (h,w))" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def zoom1(img):\n", + " img = augmentZoom(img, 40, 40, -10, -10)\n", + " return img\n", + "\n", + "def zoom2(img):\n", + " img = augmentZoom(img, 20, 20, -10, -10)\n", + " return img\n", + "\n", + "def noise1(img):\n", + " augmentVar(img, v = .01)\n", + " return img\n", + "\n", + "def noise2(img):\n", + " augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "def FlipandZoom1(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 40, 40, -10, -10)\n", + " return img\n", + "\n", + "def FlipandZoom2(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 20, 20, -10, -10)\n", + " return img\n", + "\n", + "def FlipandNoise1(img):\n", + " img = FlipH(img)\n", + " img = augmentVar(img, v = .01)\n", + " return img\n", + "\n", + "def FlipandNoise2(img):\n", + " img = FlipH(img)\n", + " img = augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "\n", + "def ZoomandNoise1(img):\n", + " img = augmentZoom(img, 40, 40, -10, -10)\n", + " img = augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "def ZoomandNoise2(img):\n", + " img = augmentZoom(img, 20, 20, -10, -10)\n", + " img = augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "def FlipandZoomandNoise1(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 40, 40, -10, -10)\n", + " img = augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "def FlipandZoomandNoise2(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 20, 20, -10, -10)\n", + " img = augmentVar(img, v = .005)\n", + " return img\n", + "\n", + "def FlipandZoomandNoise3(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 40, 40, -10, -10)\n", + " img = augmentVar(img, v = .01)\n", + " return img\n", + "\n", + "def FlipandZoomandNoise4(img):\n", + " img = FlipH(img)\n", + " img = augmentZoom(img, 20, 20, -10, -10)\n", + " img = augmentVar(img, v = .01)\n", + " return img\n", + "\n", + "d = {'1':zoom1, '2':zoom2, '3':noise1, '4':noise2, '5':FlipandZoom1, '6':FlipandZoom2, '7':FlipandNoise1, '8':FlipandNoise2\n", + " ,'9':ZoomandNoise1, '10':ZoomandNoise2, '11':FlipandZoomandNoise1, '12':FlipandZoomandNoise2, '13':FlipandZoomandNoise4\n", + " ,'14':FlipandZoomandNoise4}\n", + "\n", + "def RunAllAugmentations(img, d):\n", + " l1 = []\n", + " for key, value in d.iteritems(): \n", + " l1.append(value(img))\n", + " return l1\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The code below is not needed" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "pathname = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_500images/'" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "filename = 'Sourav_Ganguly_0003.jpg'" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "img = imread(pathname+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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P5fao7lwAxrivifdhdBYH1NfK/wARLtTqLDP8ZzWNpkiNIMfyrtvDyhgmBXW2cTbBgVp2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\ncDFWfsoC5xVK/RUBJrHurhV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dafLJHDIrybVVnC7lI46lhjqxPHQZ45PU04xpCsh83epyzDajggKBnjOGJ6fV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\nn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AaHy4/wAmkKxyzyGPkcYcqOh4XHPPJBHX27U5I45RGrSANGBGgYDoD2X/AOt+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NPuZTGCMLlsK3U5yQoGSc4/GooNsr2ska7EOQRn/aIz3J79+9RTOVi3rhSxx0BBOCOn4Y6n8OlS\nlGhmMJfeGyuCo4crnOepxUDvslNo/VQXbjIOckAemMf5zmrW90lKOzv5ZCFi+OTyDj6np9aiXZKx\ncoMIo2oCVA4+X8sZ6VG6s+TGqgMzIMnnrxn17ZPt361HtlfdNuXPzY4xwMDt/vfz9aikuGFsAXfZ\nHICFB4x1PXPanPJIm6Rgp2qWBU4PAOe3H3R09KbFuvAVQIs2FlO4ZUYycD69857elQmYTXCQREqX\nDSJkcIM9OD1yB0xUYnUSyOcrwHG0cjv6+9LE3mPMjAhX+ZgGPcn8+nt+NdZYaXpxtfNnWR4wQoQA\nAjIyOc89/wDPX//Z\n", + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img2 = augmentVar(img, .005)\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img2 = augmentZoom(img, 20, 20, -10, -10)\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img2 = augmentZoom(img, 40, 40, -10, -10)\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img2 = FlipH(img)\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "350" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "augphotos = RunAllAugmentations(img, d)" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img2 = augphotos[9]\n", + "pathout = '/Users/alexandersatz/Documents/Cuny/IS622/Satz_Augmented/'\n", + "imsave(pathout+filename, img2)\n", + "Image(pathout+filename)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [Root]", + "language": "python", + "name": "Python [Root]" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/python/IS622_jpegAugmentation.py b/python/IS622_jpegAugmentation.py new file mode 100644 index 000000000..0c4a5cc68 --- /dev/null +++ b/python/IS622_jpegAugmentation.py @@ -0,0 +1,152 @@ + +# coding: utf-8 + +# Author: Alex Satz +# code: 906 +# Date: Nov 6 2016 + +# In[12]: + + +import numpy as np +from skimage.io import imread, imsave + + +# In[19]: + +from IPython.display import Image + + +# ## Please use the function below +# +# augphotos = RunAllAugmentations(img, d) +# +# The above will convert an image to 14 different images, and save each in the list 'augphotos' + +# In[11]: + +from skimage.util import random_noise +import re +from skimage import transform + + +# In[78]: + +def augmentVar(img, v = .01): + return random_noise(img, mode='gaussian', var = v) + + +# In[76]: + +def FlipH(img): + return np.fliplr(img) + + +# In[37]: + +def augmentZoom(img, p1x, p1y, p2x, p2y): + h = len(img) + w = len(img[0]) + + crop_p1x = max(p1x, 0) + crop_p1y = max(p1y, 0) + crop_p2x = min(p2x, w) + crop_p2y = min(p2y, h) + + cropped_img = img[crop_p1y:crop_p2y, crop_p1x:crop_p2x] + + x_pad_before = -min(0, p1x) + x_pad_after = max(0, p2x-w) + y_pad_before = -min(0, p1y) + y_pad_after = max(0, p2y-h) + + padding = [(y_pad_before, y_pad_after), (x_pad_before, x_pad_after)] + + padded_img = np.pad(cropped_img, padding, 'constant') + return transform.resize(padded_img, (h,w)) + + +# In[107]: + +def zoom1(img): + img = augmentZoom(img, 40, 40, -10, -10) + return img + +def zoom2(img): + img = augmentZoom(img, 20, 20, -10, -10) + return img + +def noise1(img): + augmentVar(img, v = .01) + return img + +def noise2(img): + augmentVar(img, v = .005) + return img + +def FlipandZoom1(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + return img + +def FlipandZoom2(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + return img + +def FlipandNoise1(img): + img = FlipH(img) + img = augmentVar(img, v = .01) + return img + +def FlipandNoise2(img): + img = FlipH(img) + img = augmentVar(img, v = .005) + return img + + +def ZoomandNoise1(img): + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .005) + return img + +def ZoomandNoise2(img): + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise1(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise2(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .005) + return img + +def FlipandZoomandNoise3(img): + img = FlipH(img) + img = augmentZoom(img, 40, 40, -10, -10) + img = augmentVar(img, v = .01) + return img + +def FlipandZoomandNoise4(img): + img = FlipH(img) + img = augmentZoom(img, 20, 20, -10, -10) + img = augmentVar(img, v = .01) + return img + +d = {'1':zoom1, '2':zoom2, '3':noise1, '4':noise2, '5':FlipandZoom1, '6':FlipandZoom2, '7':FlipandNoise1, '8':FlipandNoise2 + ,'9':ZoomandNoise1, '10':ZoomandNoise2, '11':FlipandZoomandNoise1, '12':FlipandZoomandNoise2, '13':FlipandZoomandNoise4 + ,'14':FlipandZoomandNoise4} + +def RunAllAugmentations(img, d): + l1 = [] + for key, value in d.iteritems(): + l1.append(value(img)) + return l1 + +